Challenge
Connect design intent to editable mechanical models and make board-to-enclosure integration easier to inspect and measure.
Constraints
Mechanical conclusions must come from the actual geometry and declared references. A rendered assembly or collision check cannot establish manufacturing suitability or physical fit.
System
A desktop workspace connects conversational design to parametric Python models and a geometry-processing sidecar. STEP references and verified PCBA packages compose into a working assembly with measurable distance and intersection results.
Magneum’s contribution
Developed the conversational part-editing workflow, validated reference intake, assembly controls, and exact geometry checks for mechanical CAD work.
Verification
A recorded live workflow proposed and applied a parametric part edit through the operator interface. Independent checks cover STEP and PCBA intake, composed assembly rendering, and pairwise geometry evaluation.
Outcome
AiME supports an evidence-based MCAD workflow from bounded conversational edits to reference-based mechanical integration. Enclosure work has progressed to a clamshell design awaiting its first physical fit test.
Limitations
Physical enclosure fit and manufacturing readiness remain unproven. Some component geometry is based on review models pending vendor STEP files; general app-owned STEP/STL export and persistent assemblies remain open.